feat: support --scale-down-delay-after-* per nodegroup

Signed-off-by: vadasambar <[email protected]> feat: update scale down status after every scale up - move scaledown delay status to cluster state/registry - enable scale down if `ScaleDownDelayTypeLocal` is enabled - add new funcs on cluster state to get and update scale down delay status - use timestamp instead of booleans to track scale down delay status Signed-off-by: vadasambar <[email protected]> refactor: use existing fields on clusterstate - uses `scaleUpRequests`, `scaleDownRequests` and `scaleUpFailures` instead of `ScaleUpDelayStatus` - changed the above existing fields a little to make them more convenient for use - moved initializing scale down delay processor to static autoscaler (because clusterstate is not available in main.go) Signed-off-by: vadasambar <[email protected]> refactor: remove note saying only `scale-down-after-add` is supported - because we are supporting all the flags Signed-off-by: vadasambar <[email protected]> fix: evaluate `scaleDownInCooldown` the old way only if `ScaleDownDelayTypeLocal` is set to `false` Signed-off-by: vadasambar <[email protected]> refactor: remove line saying `--scale-down-delay-type-local` is only supported for `--scale-down-delay-after-add` - because it is not true anymore - we are supporting all `--scale-down-delay-after-*` flags per nodegroup Signed-off-by: vadasambar <[email protected]> test: fix clusterstate tests failing Signed-off-by: vadasambar <[email protected]> refactor: move back initializing processors logic to from static autoscaler to main - we don't want to initialize processors in static autoscaler because anyone implementing an alternative to static_autoscaler has to initialize the processors - and initializing specific processors is making static autoscaler aware of an implementation detail which might not be the best practice Signed-off-by: vadasambar <[email protected]> refactor: revert changes related to `clusterstate` - since I am going with observer pattern Signed-off-by: vadasambar <[email protected]> feat: add observer interface for state of scaling - to implement observer pattern for tracking state of scale up/downs (as opposed to using clusterstate to do the same) - refactor `ScaleDownCandidatesDelayProcessor` to use fields from the new observer Signed-off-by: vadasambar <[email protected]> refactor: remove params passed to `clearScaleUpFailures` - not needed anymore Signed-off-by: vadasambar <[email protected]> refactor: revert clusterstate tests - approach has changed - I am not making any changes in clusterstate now Signed-off-by: vadasambar <[email protected]> refactor: add accidentally deleted lines for clusterstate test Signed-off-by: vadasambar <[email protected]> feat: implement `Add` fn for scale state observer - to easily add new observers - re-word comments - remove redundant params from `NewDefaultScaleDownCandidatesProcessor` Signed-off-by: vadasambar <[email protected]> fix: CI complaining because no comments on fn definitions Signed-off-by: vadasambar <[email protected]> feat: initialize parent `ScaleDownCandidatesProcessor` - instead of `ScaleDownCandidatesSortingProcessor` and `ScaleDownCandidatesDelayProcessor` separately Signed-off-by: vadasambar <[email protected]> refactor: add scale state notifier to list of default processors - initialize processors for `NewDefaultScaleDownCandidatesProcessor` outside and pass them to the fn - this allows more flexibility Signed-off-by: vadasambar <[email protected]> refactor: add observer interface - create a separate observer directory - implement `RegisterScaleUp` function in the clusterstate - TODO: resolve syntax errors Signed-off-by: vadasambar <[email protected]> feat: use `scaleStateNotifier` in place of `clusterstate` - delete leftover `scale_stateA_observer.go` (new one is already present in `observers` directory) - register `clustertstate` with `scaleStateNotifier` - use `Register` instead of `Add` function in `scaleStateNotifier` - fix `go build` - wip: fixing tests Signed-off-by: vadasambar <[email protected]> test: fix syntax errors - add utils package `pointers` for converting `time` to pointer (without having to initialize a new variable) Signed-off-by: vadasambar <[email protected]> feat: wip track scale down failures along with scale up failures - I was tracking scale up failures but not scale down failures - fix copyright year 2017 -> 2023 for the new `pointers` package Signed-off-by: vadasambar <[email protected]> feat: register failed scale down with scale state notifier - wip writing tests for `scale_down_candidates_delay_processor` - fix CI lint errors - remove test file for `scale_down_candidates_processor` (there is not much to test as of now) Signed-off-by: vadasambar <[email protected]> test: wip tests for `ScaleDownCandidatesDelayProcessor` Signed-off-by: vadasambar <[email protected]> test: add unit tests for `ScaleDownCandidatesDelayProcessor` Signed-off-by: vadasambar <[email protected]> refactor: don't track scale up failures in `ScaleDownCandidatesDelayProcessor` - not needed Signed-off-by: vadasambar <[email protected]> test: better doc comments for `TestGetScaleDownCandidates` Signed-off-by: vadasambar <[email protected]> refactor: don't ignore error in `NGChangeObserver` - return it instead and let the caller decide what to do with it Signed-off-by: vadasambar <[email protected]> refactor: change pointers to values in `NGChangeObserver` interface - easier to work with - remove `expectedAddTime` param from `RegisterScaleUp` (not needed for now) - add tests for clusterstate's `RegisterScaleUp` Signed-off-by: vadasambar <[email protected]> refactor: conditions in `GetScaleDownCandidates` - set scale down in cool down if the number of scale down candidates is 0 Signed-off-by: vadasambar <[email protected]> test: use `ng1` instead of `ng2` in existing test Signed-off-by: vadasambar <[email protected]> feat: wip static autoscaler tests Signed-off-by: vadasambar <[email protected]> refactor: assign directly instead of using `sdProcessor` variable - variable is not needed Signed-off-by: vadasambar <[email protected]> test: first working test for static autoscaler Signed-off-by: vadasambar <[email protected]> test: continue working on static autoscaler tests Signed-off-by: vadasambar <[email protected]> test: wip second static autoscaler test Signed-off-by: vadasambar <[email protected]> refactor: remove `Println` used for debugging Signed-off-by: vadasambar <[email protected]> test: add static_autoscaler tests for scale down delay per nodegroup flags Signed-off-by: vadasambar <[email protected]> chore: rebase off the latest `master` - change scale state observer interface's `RegisterFailedScaleup` to reflect latest changes around clusterstate's `RegisterFailedScaleup` in `master` Signed-off-by: vadasambar <[email protected]> test: fix clusterstate test failing Signed-off-by: vadasambar <[email protected]> test: fix failing orchestrator test Signed-off-by: vadasambar <[email protected]> refactor: rename `defaultScaleDownCandidatesProcessor` -> `combinedScaleDownCandidatesProcessor` - describes the processor better Signed-off-by: vadasambar <[email protected]> refactor: replace `NGChangeObserver` -> `NodeGroupChangeObserver` - makes it easier to understand for someone not familiar with the codebase Signed-off-by: vadasambar <[email protected]> docs: reword code comment `after` -> `for which` Signed-off-by: vadasambar <[email protected]> refactor: don't return error from `RegisterScaleDown` - not needed as of now (no implementer function returns a non-nil error for this function) Signed-off-by: vadasambar <[email protected]> refactor: address review comments around ng change observer interface - change dir structure of nodegroup change observer package - stop returning errors wherever it is not needed in the nodegroup change observer interface - rename `NGChangeObserver` -> `NodeGroupChangeObserver` interface (makes it easier to understand) Signed-off-by: vadasambar <[email protected]> refactor: make nodegroupchange observer thread-safe Signed-off-by: vadasambar <[email protected]> docs: add TODO to consider using multiple mutexes in nodegroupchange observer Signed-off-by: vadasambar <[email protected]> refactor: use `time.Now()` directly instead of assigning a variable to it Signed-off-by: vadasambar <[email protected]> refactor: share code for checking if there was a recent scale-up/down/failure Signed-off-by: vadasambar <[email protected]> test: convert `ScaleDownCandidatesDelayProcessor` into table tests Signed-off-by: vadasambar <[email protected]> refactor: change scale state notifier's `Register()` -> `RegisterForNotifications()` - makes it easier to understand what the function does Signed-off-by: vadasambar <[email protected]> test: replace scale state notifier `Register` -> `RegisterForNotifications` in test - to fix syntax errors since it is already renamed in the actual code Signed-off-by: vadasambar <[email protected]> refactor: remove `clusterStateRegistry` from `delete_in_batch` tests - not needed anymore since we have `scaleStateNotifier` Signed-off-by: vadasambar <[email protected]> refactor: address PR review comments Signed-off-by: vadasambar <[email protected]> fix: add empty `RegisterFailedScaleDown` for clusterstate - fix syntax error in static autoscaler test Signed-off-by: vadasambar <[email protected]>
kubernetes · Jan 11, 2024 · 5de49a1 · 5de49a1
1 parent cdb24d8
commit 5de49a1
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Showing 20 changed files with 798 additions and 90 deletions.
diff --git a/cluster-autoscaler/clusterstate/clusterstate.go b/cluster-autoscaler/clusterstate/clusterstate.go
@@ -188,13 +188,8 @@ func (csr *ClusterStateRegistry) Stop() {
 	close(csr.interrupt)
 }
 
-// RegisterOrUpdateScaleUp registers scale-up for give node group or changes requested node increase
-// count.
-// If delta is positive then number of new nodes requested is increased; Time and expectedAddTime
-// are reset.
-// If delta is negative the number of new nodes requested is decreased; Time and expectedAddTime are
-// left intact.
-func (csr *ClusterStateRegistry) RegisterOrUpdateScaleUp(nodeGroup cloudprovider.NodeGroup, delta int, currentTime time.Time) {
+// RegisterScaleUp registers scale-up for give node group
+func (csr *ClusterStateRegistry) RegisterScaleUp(nodeGroup cloudprovider.NodeGroup, delta int, currentTime time.Time) {
 	csr.Lock()
 	defer csr.Unlock()
 	csr.registerOrUpdateScaleUpNoLock(nodeGroup, delta, currentTime)
@@ -246,7 +241,14 @@ func (csr *ClusterStateRegistry) registerOrUpdateScaleUpNoLock(nodeGroup cloudpr
 }
 
 // RegisterScaleDown registers node scale down.
-func (csr *ClusterStateRegistry) RegisterScaleDown(request *ScaleDownRequest) {
+func (csr *ClusterStateRegistry) RegisterScaleDown(nodeGroup cloudprovider.NodeGroup,
+	nodeName string, currentTime time.Time, expectedDeleteTime time.Time) {
+	request := &ScaleDownRequest{
+		NodeGroup:          nodeGroup,
+		NodeName:           nodeName,
+		Time:               currentTime,
+		ExpectedDeleteTime: expectedDeleteTime,
+	}
 	csr.Lock()
 	defer csr.Unlock()
 	csr.scaleDownRequests = append(csr.scaleDownRequests, request)
@@ -310,16 +312,21 @@ func (csr *ClusterStateRegistry) backoffNodeGroup(nodeGroup cloudprovider.NodeGr
 // RegisterFailedScaleUp should be called after getting error from cloudprovider
 // when trying to scale-up node group. It will mark this group as not safe to autoscale
 // for some time.
-func (csr *ClusterStateRegistry) RegisterFailedScaleUp(nodeGroup cloudprovider.NodeGroup, reason metrics.FailedScaleUpReason, errorMessage, gpuResourceName, gpuType string, currentTime time.Time) {
+func (csr *ClusterStateRegistry) RegisterFailedScaleUp(nodeGroup cloudprovider.NodeGroup, reason string, errorMessage, gpuResourceName, gpuType string, currentTime time.Time) {
 	csr.Lock()
 	defer csr.Unlock()
-	csr.registerFailedScaleUpNoLock(nodeGroup, reason, cloudprovider.InstanceErrorInfo{
+	csr.registerFailedScaleUpNoLock(nodeGroup, metrics.FailedScaleUpReason(reason), cloudprovider.InstanceErrorInfo{
 		ErrorClass:   cloudprovider.OtherErrorClass,
 		ErrorCode:    string(reason),
 		ErrorMessage: errorMessage,
 	}, gpuResourceName, gpuType, currentTime)
 }
 
+// RegisterFailedScaleDown records failed scale-down for a nodegroup.
+// We don't need to implement this function for cluster state registry
+func (csr *ClusterStateRegistry) RegisterFailedScaleDown(_ cloudprovider.NodeGroup, _ string, _ time.Time) {
+}
+
 func (csr *ClusterStateRegistry) registerFailedScaleUpNoLock(nodeGroup cloudprovider.NodeGroup, reason metrics.FailedScaleUpReason, errorInfo cloudprovider.InstanceErrorInfo, gpuResourceName, gpuType string, currentTime time.Time) {
 	csr.scaleUpFailures[nodeGroup.Id()] = append(csr.scaleUpFailures[nodeGroup.Id()], ScaleUpFailure{NodeGroup: nodeGroup, Reason: reason, Time: currentTime})
 	metrics.RegisterFailedScaleUp(reason, gpuResourceName, gpuType)

diff --git a/cluster-autoscaler/clusterstate/clusterstate_test.go b/cluster-autoscaler/clusterstate/clusterstate_test.go
@@ -31,6 +31,7 @@ import (
 	testprovider "k8s.io/autoscaler/cluster-autoscaler/cloudprovider/test"
 	"k8s.io/autoscaler/cluster-autoscaler/clusterstate/api"
 	"k8s.io/autoscaler/cluster-autoscaler/clusterstate/utils"
+
 	"k8s.io/autoscaler/cluster-autoscaler/utils/taints"
 	. "k8s.io/autoscaler/cluster-autoscaler/utils/test"
 	"k8s.io/client-go/kubernetes/fake"
@@ -75,7 +76,7 @@ func TestOKWithScaleUp(t *testing.T) {
 		MaxTotalUnreadyPercentage: 10,
 		OkTotalUnreadyCount:       1,
 	}, fakeLogRecorder, newBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: time.Minute}))
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 4, time.Now())
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 4, time.Now())
 	err := clusterstate.UpdateNodes([]*apiv1.Node{ng1_1, ng2_1}, nil, now)
 	assert.NoError(t, err)
 	assert.True(t, clusterstate.IsClusterHealthy())
@@ -122,7 +123,7 @@ func TestEmptyOK(t *testing.T) {
 	assert.False(t, clusterstate.HasNodeGroupStartedScaleUp("ng1"))
 
 	provider.AddNodeGroup("ng1", 0, 10, 3)
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 3, now.Add(-3*time.Second))
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 3, now.Add(-3*time.Second))
 	//	clusterstate.scaleUpRequests["ng1"].Time = now.Add(-3 * time.Second)
 	//	clusterstate.scaleUpRequests["ng1"].ExpectedAddTime = now.Add(1 * time.Minute)
 	err = clusterstate.UpdateNodes([]*apiv1.Node{}, nil, now)
@@ -161,7 +162,7 @@ func TestHasNodeGroupStartedScaleUp(t *testing.T) {
 			assert.False(t, clusterstate.HasNodeGroupStartedScaleUp("ng1"))
 
 			provider.AddNodeGroup("ng1", 0, 5, tc.initialSize+tc.delta)
-			clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), tc.delta, now.Add(-3*time.Second))
+			clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), tc.delta, now.Add(-3*time.Second))
 			err = clusterstate.UpdateNodes([]*apiv1.Node{}, nil, now)
 			assert.NoError(t, err)
 			assert.True(t, clusterstate.IsNodeGroupScalingUp("ng1"))
@@ -450,7 +451,7 @@ func TestExpiredScaleUp(t *testing.T) {
 		MaxTotalUnreadyPercentage: 10,
 		OkTotalUnreadyCount:       1,
 	}, fakeLogRecorder, newBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 2 * time.Minute}))
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 4, now.Add(-3*time.Minute))
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 4, now.Add(-3*time.Minute))
 	err := clusterstate.UpdateNodes([]*apiv1.Node{ng1_1}, nil, now)
 	assert.NoError(t, err)
 	assert.True(t, clusterstate.IsClusterHealthy())
@@ -476,13 +477,7 @@ func TestRegisterScaleDown(t *testing.T) {
 		OkTotalUnreadyCount:       1,
 	}, fakeLogRecorder, newBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 15 * time.Minute}))
 	now := time.Now()
-
-	clusterstate.RegisterScaleDown(&ScaleDownRequest{
-		NodeGroup:          provider.GetNodeGroup("ng1"),
-		NodeName:           "ng1-1",
-		ExpectedDeleteTime: now.Add(time.Minute),
-		Time:               now,
-	})
+	clusterstate.RegisterScaleDown(provider.GetNodeGroup("ng1"), "ng1-1", now.Add(time.Minute), now)
 	assert.Equal(t, 1, len(clusterstate.scaleDownRequests))
 	clusterstate.updateScaleRequests(now.Add(5 * time.Minute))
 	assert.Equal(t, 0, len(clusterstate.scaleDownRequests))
@@ -794,7 +789,7 @@ func TestScaleUpBackoff(t *testing.T) {
 	}, fakeLogRecorder, newBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 120 * time.Second}))
 
 	// After failed scale-up, node group should be still healthy, but should backoff from scale-ups
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 1, now.Add(-180*time.Second))
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 1, now.Add(-180*time.Second))
 	err := clusterstate.UpdateNodes([]*apiv1.Node{ng1_1, ng1_2, ng1_3}, nil, now)
 	assert.NoError(t, err)
 	assert.True(t, clusterstate.IsClusterHealthy())
@@ -826,7 +821,7 @@ func TestScaleUpBackoff(t *testing.T) {
 	assert.Equal(t, NodeGroupScalingSafety{SafeToScale: true, Healthy: true}, clusterstate.NodeGroupScaleUpSafety(ng1, now))
 
 	// Another failed scale up should cause longer backoff
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 1, now.Add(-121*time.Second))
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 1, now.Add(-121*time.Second))
 
 	err = clusterstate.UpdateNodes([]*apiv1.Node{ng1_1, ng1_2, ng1_3}, nil, now)
 	assert.NoError(t, err)
@@ -860,7 +855,7 @@ func TestScaleUpBackoff(t *testing.T) {
 	}, clusterstate.NodeGroupScaleUpSafety(ng1, now))
 
 	// The backoff should be cleared after a successful scale-up
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 1, now)
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 1, now)
 	ng1_4 := BuildTestNode("ng1-4", 1000, 1000)
 	SetNodeReadyState(ng1_4, true, now.Add(-1*time.Minute))
 	provider.AddNode("ng1", ng1_4)
@@ -935,6 +930,7 @@ func TestUpdateScaleUp(t *testing.T) {
 
 	provider := testprovider.NewTestCloudProvider(nil, nil)
 	provider.AddNodeGroup("ng1", 1, 10, 5)
+	provider.AddNodeGroup("ng2", 1, 10, 5)
 	fakeClient := &fake.Clientset{}
 	fakeLogRecorder, _ := utils.NewStatusMapRecorder(fakeClient, "kube-system", kube_record.NewFakeRecorder(5), false, "my-cool-configmap")
 	clusterstate := NewClusterStateRegistry(
@@ -948,29 +944,30 @@ func TestUpdateScaleUp(t *testing.T) {
 		nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 10 * time.Second}),
 	)
 
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 100, now)
+	// Test cases for `RegisterScaleUp`
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 100, now)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Increase, 100)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Time, now)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].ExpectedAddTime, now.Add(10*time.Second))
 
 	// expect no change of times on negative delta
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), -20, later)
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), -20, later)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Increase, 80)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Time, now)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].ExpectedAddTime, now.Add(10*time.Second))
 
 	// update times on positive delta
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), 30, later)
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), 30, later)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Increase, 110)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].Time, later)
 	assert.Equal(t, clusterstate.scaleUpRequests["ng1"].ExpectedAddTime, later.Add(10*time.Second))
 
 	// if we get below 0 scalup is deleted
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), -200, now)
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), -200, now)
 	assert.Nil(t, clusterstate.scaleUpRequests["ng1"])
 
 	// If new scalup is registered with negative delta nothing should happen
-	clusterstate.RegisterOrUpdateScaleUp(provider.GetNodeGroup("ng1"), -200, now)
+	clusterstate.RegisterScaleUp(provider.GetNodeGroup("ng1"), -200, now)
 	assert.Nil(t, clusterstate.scaleUpRequests["ng1"])
 }
 
@@ -986,9 +983,9 @@ func TestScaleUpFailures(t *testing.T) {
 	fakeLogRecorder, _ := utils.NewStatusMapRecorder(fakeClient, "kube-system", kube_record.NewFakeRecorder(5), false, "my-cool-configmap")
 	clusterstate := NewClusterStateRegistry(provider, ClusterStateRegistryConfig{}, fakeLogRecorder, newBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 15 * time.Minute}))
 
-	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng1"), metrics.Timeout, "", "", "", now)
-	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng2"), metrics.Timeout, "", "", "", now)
-	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng1"), metrics.APIError, "", "", "", now.Add(time.Minute))
+	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng1"), string(metrics.Timeout), "", "", "", now)
+	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng2"), string(metrics.Timeout), "", "", "", now)
+	clusterstate.RegisterFailedScaleUp(provider.GetNodeGroup("ng1"), string(metrics.APIError), "", "", "", now.Add(time.Minute))
 
 	failures := clusterstate.GetScaleUpFailures()
 	assert.Equal(t, map[string][]ScaleUpFailure{

diff --git a/cluster-autoscaler/config/autoscaling_options.go b/cluster-autoscaler/config/autoscaling_options.go
@@ -158,6 +158,9 @@ type AutoscalingOptions struct {
 	ScaleDownDelayAfterDelete time.Duration
 	// ScaleDownDelayAfterFailure sets the duration before the next scale down attempt if scale down results in an error
 	ScaleDownDelayAfterFailure time.Duration
+	// ScaleDownDelayTypeLocal sets if the --scale-down-delay-after-* flags should be applied locally per nodegroup
+	// or globally across all nodegroups
+	ScaleDownDelayTypeLocal bool
 	// ScaleDownNonEmptyCandidatesCount is the maximum number of non empty nodes
 	// considered at once as candidates for scale down.
 	ScaleDownNonEmptyCandidatesCount int

diff --git a/cluster-autoscaler/config/const.go b/cluster-autoscaler/config/const.go
@@ -40,12 +40,17 @@ const (
 	DefaultMaxNodeProvisionTimeKey = "maxnodeprovisiontime"
 	// DefaultIgnoreDaemonSetsUtilizationKey identifies IgnoreDaemonSetsUtilization autoscaling option
 	DefaultIgnoreDaemonSetsUtilizationKey = "ignoredaemonsetsutilization"
-	// DefaultScaleDownUnneededTime identifies ScaleDownUnneededTime autoscaling option
+
+	// DefaultScaleDownUnneededTime is the default time duration for which CA waits before deleting an unneeded node
 	DefaultScaleDownUnneededTime = 10 * time.Minute
 	// DefaultScaleDownUnreadyTime identifies ScaleDownUnreadyTime autoscaling option
 	DefaultScaleDownUnreadyTime = 20 * time.Minute
 	// DefaultScaleDownUtilizationThreshold identifies ScaleDownUtilizationThreshold autoscaling option
 	DefaultScaleDownUtilizationThreshold = 0.5
 	// DefaultScaleDownGpuUtilizationThreshold identifies ScaleDownGpuUtilizationThreshold autoscaling option
 	DefaultScaleDownGpuUtilizationThreshold = 0.5
+	// DefaultScaleDownDelayAfterFailure is the default value for ScaleDownDelayAfterFailure autoscaling option
+	DefaultScaleDownDelayAfterFailure = 3 * time.Minute
+	// DefaultScanInterval is the default scan interval for CA
+	DefaultScanInterval = 10 * time.Second
 )
diff --git a/cluster-autoscaler/core/scaledown/actuation/actuator.go b/cluster-autoscaler/core/scaledown/actuation/actuator.go
@@ -22,7 +22,6 @@ import (
 
 	apiv1 "k8s.io/api/core/v1"
 	"k8s.io/autoscaler/cluster-autoscaler/cloudprovider"
-	"k8s.io/autoscaler/cluster-autoscaler/clusterstate"
 	"k8s.io/autoscaler/cluster-autoscaler/context"
 	"k8s.io/autoscaler/cluster-autoscaler/core/scaledown"
 	"k8s.io/autoscaler/cluster-autoscaler/core/scaledown/budgets"
@@ -31,6 +30,7 @@ import (
 	"k8s.io/autoscaler/cluster-autoscaler/core/scaledown/status"
 	"k8s.io/autoscaler/cluster-autoscaler/core/utils"
 	"k8s.io/autoscaler/cluster-autoscaler/metrics"
+	"k8s.io/autoscaler/cluster-autoscaler/observers/nodegroupchange"
 	"k8s.io/autoscaler/cluster-autoscaler/simulator"
 	"k8s.io/autoscaler/cluster-autoscaler/simulator/clustersnapshot"
 	"k8s.io/autoscaler/cluster-autoscaler/simulator/drainability/rules"
@@ -45,7 +45,6 @@ import (
 // Actuator is responsible for draining and deleting nodes.
 type Actuator struct {
 	ctx                   *context.AutoscalingContext
-	clusterState          *clusterstate.ClusterStateRegistry
 	nodeDeletionTracker   *deletiontracker.NodeDeletionTracker
 	nodeDeletionScheduler *GroupDeletionScheduler
 	deleteOptions         options.NodeDeleteOptions
@@ -66,8 +65,8 @@ type actuatorNodeGroupConfigGetter interface {
 }
 
 // NewActuator returns a new instance of Actuator.
-func NewActuator(ctx *context.AutoscalingContext, csr *clusterstate.ClusterStateRegistry, ndt *deletiontracker.NodeDeletionTracker, deleteOptions options.NodeDeleteOptions, drainabilityRules rules.Rules, configGetter actuatorNodeGroupConfigGetter) *Actuator {
-	ndb := NewNodeDeletionBatcher(ctx, csr, ndt, ctx.NodeDeletionBatcherInterval)
+func NewActuator(ctx *context.AutoscalingContext, scaleStateNotifier nodegroupchange.NodeGroupChangeObserver, ndt *deletiontracker.NodeDeletionTracker, deleteOptions options.NodeDeleteOptions, drainabilityRules rules.Rules, configGetter actuatorNodeGroupConfigGetter) *Actuator {
+	ndb := NewNodeDeletionBatcher(ctx, scaleStateNotifier, ndt, ctx.NodeDeletionBatcherInterval)
 	legacyFlagDrainConfig := SingleRuleDrainConfig(ctx.MaxGracefulTerminationSec)
 	var evictor Evictor
 	if len(ctx.DrainPriorityConfig) > 0 {
@@ -77,7 +76,6 @@ func NewActuator(ctx *context.AutoscalingContext, csr *clusterstate.ClusterState
 	}
 	return &Actuator{
 		ctx:                       ctx,
-		clusterState:              csr,
 		nodeDeletionTracker:       ndt,
 		nodeDeletionScheduler:     NewGroupDeletionScheduler(ctx, ndt, ndb, evictor),
 		budgetProcessor:           budgets.NewScaleDownBudgetProcessor(ctx),
@@ -102,7 +100,7 @@ func (a *Actuator) ClearResultsNotNewerThan(t time.Time) {
 func (a *Actuator) StartDeletion(empty, drain []*apiv1.Node) (*status.ScaleDownStatus, errors.AutoscalerError) {
 	a.nodeDeletionScheduler.ReportMetrics()
 	deletionStartTime := time.Now()
-	defer func() { metrics.UpdateDuration(metrics.ScaleDownNodeDeletion, time.Now().Sub(deletionStartTime)) }()
+	defer func() { metrics.UpdateDuration(metrics.ScaleDownNodeDeletion, time.Since(deletionStartTime)) }()
 
 	results, ts := a.nodeDeletionTracker.DeletionResults()
 	scaleDownStatus := &status.ScaleDownStatus{NodeDeleteResults: results, NodeDeleteResultsAsOf: ts}

diff --git a/cluster-autoscaler/core/scaledown/actuation/actuator_test.go b/cluster-autoscaler/core/scaledown/actuation/actuator_test.go
@@ -40,6 +40,7 @@ import (
 	"k8s.io/autoscaler/cluster-autoscaler/core/scaledown/deletiontracker"
 	"k8s.io/autoscaler/cluster-autoscaler/core/scaledown/status"
 	. "k8s.io/autoscaler/cluster-autoscaler/core/test"
+	"k8s.io/autoscaler/cluster-autoscaler/observers/nodegroupchange"
 	"k8s.io/autoscaler/cluster-autoscaler/processors/nodegroupconfig"
 	"k8s.io/autoscaler/cluster-autoscaler/simulator/utilization"
 	kube_util "k8s.io/autoscaler/cluster-autoscaler/utils/kubernetes"
@@ -1186,13 +1187,16 @@ func TestStartDeletion(t *testing.T) {
 					wantScaleDownStatus.ScaledDownNodes = append(wantScaleDownStatus.ScaledDownNodes, statusScaledDownNode)
 				}
 
+				scaleStateNotifier := nodegroupchange.NewNodeGroupChangeObserversList()
+				scaleStateNotifier.Register(csr)
+
 				// Create Actuator, run StartDeletion, and verify the error.
 				ndt := deletiontracker.NewNodeDeletionTracker(0)
-				ndb := NewNodeDeletionBatcher(&ctx, csr, ndt, 0*time.Second)
+				ndb := NewNodeDeletionBatcher(&ctx, scaleStateNotifier, ndt, 0*time.Second)
 				legacyFlagDrainConfig := SingleRuleDrainConfig(ctx.MaxGracefulTerminationSec)
 				evictor := Evictor{EvictionRetryTime: 0, PodEvictionHeadroom: DefaultPodEvictionHeadroom, shutdownGracePeriodByPodPriority: legacyFlagDrainConfig, fullDsEviction: false}
 				actuator := Actuator{
-					ctx: &ctx, clusterState: csr, nodeDeletionTracker: ndt,
+					ctx: &ctx, nodeDeletionTracker: ndt,
 					nodeDeletionScheduler: NewGroupDeletionScheduler(&ctx, ndt, ndb, evictor),
 					budgetProcessor:       budgets.NewScaleDownBudgetProcessor(&ctx),
 					configGetter:          nodegroupconfig.NewDefaultNodeGroupConfigProcessor(ctx.NodeGroupDefaults),
@@ -1424,12 +1428,14 @@ func TestStartDeletionInBatchBasic(t *testing.T) {
 				t.Fatalf("Couldn't set up autoscaling context: %v", err)
 			}
 			csr := clusterstate.NewClusterStateRegistry(provider, clusterstate.ClusterStateRegistryConfig{}, ctx.LogRecorder, NewBackoff(), nodegroupconfig.NewDefaultNodeGroupConfigProcessor(config.NodeGroupAutoscalingOptions{MaxNodeProvisionTime: 15 * time.Minute}))
+			scaleStateNotifier := nodegroupchange.NewNodeGroupChangeObserversList()
+			scaleStateNotifier.Register(csr)
 			ndt := deletiontracker.NewNodeDeletionTracker(0)
-			ndb := NewNodeDeletionBatcher(&ctx, csr, ndt, deleteInterval)
+			ndb := NewNodeDeletionBatcher(&ctx, scaleStateNotifier, ndt, deleteInterval)
 			legacyFlagDrainConfig := SingleRuleDrainConfig(ctx.MaxGracefulTerminationSec)
 			evictor := Evictor{EvictionRetryTime: 0, PodEvictionHeadroom: DefaultPodEvictionHeadroom, shutdownGracePeriodByPodPriority: legacyFlagDrainConfig}
 			actuator := Actuator{
-				ctx: &ctx, clusterState: csr, nodeDeletionTracker: ndt,
+				ctx: &ctx, nodeDeletionTracker: ndt,
 				nodeDeletionScheduler: NewGroupDeletionScheduler(&ctx, ndt, ndb, evictor),
 				budgetProcessor:       budgets.NewScaleDownBudgetProcessor(&ctx),
 			}